Apply Transform and Rest Pose Not Working After Restart Blender
I determined the cause of the problem! I must have accidentally set a keyframe for the the armature scale and rotation! The strange part is that I never once placed the armature in that strange position, but I checked the graph editor and found keyframes on all joints. Once I deleted the keyframes everything looked good after saving and re-opening blender.